Triple
T5463010
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marshall Group |
E122638
|
entity |
| Predicate | foundedBy |
P104
|
FINISHED |
| Object |
David Gregory Marshall
David Gregory Marshall is an entrepreneur best known as the founder of the Marshall Group.
|
E526694
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: David Gregory Marshall | Statement: [Marshall Group, foundedBy, David Gregory Marshall]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: David Gregory Marshall Context triple: [Marshall Group, foundedBy, David Gregory Marshall]
-
A.
Anthony Dryden Marshall
Anthony Dryden Marshall was an American diplomat, theatrical producer, and U.S. Marine Corps veteran who later gained notoriety for his criminal conviction related to the financial exploitation of his mother, philanthropist Brooke Astor.
-
B.
Grahame Marshall
Grahame Marshall is a biotechnology entrepreneur best known as a founder of the drug discovery company Heptares Therapeutics.
-
C.
Jon Gregory
Jon Gregory was a British film editor known for his work on acclaimed films such as "Four Weddings and a Funeral," "Secrets & Lies," and several collaborations with director Mike Leigh.
-
D.
John Brett
John Brett was a 19th-century British painter associated with the Pre-Raphaelite movement, renowned for his highly detailed landscapes and maritime scenes.
-
E.
Alan Marshall
Alan Marshall is a British film producer known for his work on notable movies including the musical gangster film "Bugsy Malone."
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: David Gregory Marshall Triple: [Marshall Group, foundedBy, David Gregory Marshall]
Generated description
David Gregory Marshall is an entrepreneur best known as the founder of the Marshall Group.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: David Gregory Marshall Target entity description: David Gregory Marshall is an entrepreneur best known as the founder of the Marshall Group.
-
A.
Anthony Dryden Marshall
Anthony Dryden Marshall was an American diplomat, theatrical producer, and U.S. Marine Corps veteran who later gained notoriety for his criminal conviction related to the financial exploitation of his mother, philanthropist Brooke Astor.
-
B.
Grahame Marshall
Grahame Marshall is a biotechnology entrepreneur best known as a founder of the drug discovery company Heptares Therapeutics.
-
C.
Jon Gregory
Jon Gregory was a British film editor known for his work on acclaimed films such as "Four Weddings and a Funeral," "Secrets & Lies," and several collaborations with director Mike Leigh.
-
D.
John Brett
John Brett was a 19th-century British painter associated with the Pre-Raphaelite movement, renowned for his highly detailed landscapes and maritime scenes.
-
E.
Alan Marshall
Alan Marshall is a British film producer known for his work on notable movies including the musical gangster film "Bugsy Malone."
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69bd4643f16081908d7f29e08096115a |
completed | March 20, 2026, 1:06 p.m. |
| NER | Named-entity recognition | batch_69bd92033dd08190a90bcae6b9f149d3 |
completed | March 20, 2026, 6:29 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bfc60964c08190bcb128946e121bc9 |
completed | March 22, 2026, 10:35 a.m. |
| NEDg | Description generation | batch_69bfc66e471c8190988fee5cd7fead5f |
completed | March 22, 2026, 10:37 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69bfc6c607b88190818e5a607313cc40 |
completed | March 22, 2026, 10:39 a.m. |
Created at: March 20, 2026, 2:08 p.m.